Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torch.utils.data import DataLoader
from torchvision import datasets
from torchvision import transforms
import os
import numpy as np

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    
    # resize and normalize the images
    transform = transforms.Compose([transforms.Resize(image_size),
                                    transforms.CenterCrop(image_size),
                                    transforms.ToTensor()])

    # define datasets using ImageFolder
    dataset = datasets.ImageFolder(data_dir, transform)
    
    # create and return DataLoaders
    train_loader = DataLoader(dataset=dataset, batch_size=batch_size, shuffle=True)
    return train_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 10000
img_size = 32 

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-1.)
Max:  tensor(1.)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

Convolutional Helper Function

We have provided the conv function, which creates a convolutional layer + an optional batch norm layer.

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim=32):
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim

        # 32x32 input
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) # first layer, no batch_norm
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 out
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        
        # final, fully-connected layer
        # 4x4 out with depth of conv_dim*4
        self.fc = nn.Linear(conv_dim*4*4*4, 1)

    def forward(self, x):
        # all hidden layers + leaky relu activation
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*4*4*4)
        
        # final output layer
        out = self.fc(out)        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim=32):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)

        # transpose conv layers
        #image 4x4
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        #image 8x8
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        #image 16x16
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)
        #image 32x32
        
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        
        """Given an image x, returns a transformed image."""
        # define feedforward behavior, applying activations as necessary

        # fully-connected + reshape 
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4) # (batch_size, depth, 4, 4)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        
        # last layer + tanh activation
        out = self.t_conv3(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    # for every Linear layer in a model..
    if hasattr(m, 'weight') and ( classname.find('Linear') != -1 or classname.find('Conv') != -1):
        # apply a uniform distribution to the weights and a bias=0
        m.weight.data.normal_(0.0, 0.02)
        if hasattr(m, 'bias') and m.bias is not None:
            init.constant_(m.bias.data, 0.0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=4096, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=4096, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size) # real labels = 1
    # move labels to GPU if available
    if train_on_gpu:
        labels = labels.cuda()
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss() #sigmoid activation function and and binary cross entropy loss in one function.
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss() #sigmoid activation function and and binary cross entropy loss in one function.
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# params
lr = 0.0002
beta1=0.5
beta2=0.999 # default value

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

from workspace_utils import keep_awake

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in keep_awake(range(n_epochs)):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)
            
            if train_on_gpu:
                real_images = real_images.cuda()
 
            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            # real images
            d_optimizer.zero_grad()
                
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
    
            # fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
        
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
        
            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
        
            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
        
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
        
            # Compute the discriminator losses on fake images 
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels

            # perform backprop
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

from workspace_utils import active_session

# set number of epochs 
n_epochs = 100

with active_session():
    """
    DON'T MODIFY ANYTHING IN THIS CELL
    """
    # call training function
    losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/  100] | d_loss: 1.3480 | g_loss: 0.9389
Epoch [    2/  100] | d_loss: 0.5818 | g_loss: 1.8535
Epoch [    3/  100] | d_loss: 0.3464 | g_loss: 2.5576
Epoch [    4/  100] | d_loss: 0.2245 | g_loss: 3.0449
Epoch [    5/  100] | d_loss: 0.1568 | g_loss: 3.4882
Epoch [    6/  100] | d_loss: 0.1637 | g_loss: 3.4746
Epoch [    7/  100] | d_loss: 0.3343 | g_loss: 4.3511
Epoch [    8/  100] | d_loss: 0.3657 | g_loss: 2.2835
Epoch [    9/  100] | d_loss: 0.4829 | g_loss: 1.9287
Epoch [   10/  100] | d_loss: 0.4453 | g_loss: 1.9758
Epoch [   11/  100] | d_loss: 0.4988 | g_loss: 1.3437
Epoch [   12/  100] | d_loss: 0.6031 | g_loss: 1.9593
Epoch [   13/  100] | d_loss: 0.7370 | g_loss: 0.8207
Epoch [   14/  100] | d_loss: 0.6126 | g_loss: 1.7224
Epoch [   15/  100] | d_loss: 1.1566 | g_loss: 2.4634
Epoch [   16/  100] | d_loss: 0.7567 | g_loss: 2.9258
Epoch [   17/  100] | d_loss: 0.6914 | g_loss: 1.9594
Epoch [   18/  100] | d_loss: 0.8636 | g_loss: 0.9174
Epoch [   19/  100] | d_loss: 0.8167 | g_loss: 1.4347
Epoch [   20/  100] | d_loss: 0.9109 | g_loss: 3.2462
Epoch [   21/  100] | d_loss: 0.7434 | g_loss: 1.7785
Epoch [   22/  100] | d_loss: 1.2198 | g_loss: 0.5500
Epoch [   23/  100] | d_loss: 0.8443 | g_loss: 1.4876
Epoch [   24/  100] | d_loss: 0.8669 | g_loss: 1.1950
Epoch [   25/  100] | d_loss: 1.0510 | g_loss: 1.5549
Epoch [   26/  100] | d_loss: 0.8808 | g_loss: 1.3835
Epoch [   27/  100] | d_loss: 0.9066 | g_loss: 1.7438
Epoch [   28/  100] | d_loss: 1.0330 | g_loss: 2.6972
Epoch [   29/  100] | d_loss: 0.9671 | g_loss: 1.0427
Epoch [   30/  100] | d_loss: 0.9483 | g_loss: 1.4130
Epoch [   31/  100] | d_loss: 0.8740 | g_loss: 1.8929
Epoch [   32/  100] | d_loss: 1.0619 | g_loss: 0.7780
Epoch [   33/  100] | d_loss: 0.8665 | g_loss: 1.3646
Epoch [   34/  100] | d_loss: 1.0750 | g_loss: 2.2104
Epoch [   35/  100] | d_loss: 0.9092 | g_loss: 1.0851
Epoch [   36/  100] | d_loss: 1.9656 | g_loss: 2.0260
Epoch [   37/  100] | d_loss: 1.0325 | g_loss: 1.5552
Epoch [   38/  100] | d_loss: 1.0550 | g_loss: 1.2600
Epoch [   39/  100] | d_loss: 1.0441 | g_loss: 1.0089
Epoch [   40/  100] | d_loss: 1.0068 | g_loss: 1.4105
Epoch [   41/  100] | d_loss: 0.9785 | g_loss: 2.0639
Epoch [   42/  100] | d_loss: 1.1318 | g_loss: 0.7831
Epoch [   43/  100] | d_loss: 1.4143 | g_loss: 2.4408
Epoch [   44/  100] | d_loss: 1.0923 | g_loss: 1.2507
Epoch [   45/  100] | d_loss: 1.2806 | g_loss: 0.5193
Epoch [   46/  100] | d_loss: 1.1106 | g_loss: 1.0038
Epoch [   47/  100] | d_loss: 1.2505 | g_loss: 1.9898
Epoch [   48/  100] | d_loss: 1.0537 | g_loss: 1.2188
Epoch [   49/  100] | d_loss: 1.1798 | g_loss: 1.0744
Epoch [   50/  100] | d_loss: 1.3294 | g_loss: 2.3609
Epoch [   51/  100] | d_loss: 1.1152 | g_loss: 1.0795
Epoch [   52/  100] | d_loss: 1.6997 | g_loss: 2.5132
Epoch [   53/  100] | d_loss: 1.1785 | g_loss: 0.9075
Epoch [   54/  100] | d_loss: 1.1430 | g_loss: 1.6700
Epoch [   55/  100] | d_loss: 1.1090 | g_loss: 1.2132
Epoch [   56/  100] | d_loss: 1.2761 | g_loss: 0.6039
Epoch [   57/  100] | d_loss: 1.1257 | g_loss: 1.3478
Epoch [   58/  100] | d_loss: 1.3065 | g_loss: 0.7212
Epoch [   59/  100] | d_loss: 1.1636 | g_loss: 1.0313
Epoch [   60/  100] | d_loss: 1.1822 | g_loss: 1.2669
Epoch [   61/  100] | d_loss: 1.1593 | g_loss: 0.9266
Epoch [   62/  100] | d_loss: 1.0233 | g_loss: 1.1622
Epoch [   63/  100] | d_loss: 1.3544 | g_loss: 2.2055
Epoch [   64/  100] | d_loss: 1.1282 | g_loss: 1.1522
Epoch [   65/  100] | d_loss: 1.1910 | g_loss: 0.9565
Epoch [   66/  100] | d_loss: 1.0954 | g_loss: 1.1859
Epoch [   67/  100] | d_loss: 1.2770 | g_loss: 2.1691
Epoch [   68/  100] | d_loss: 1.1542 | g_loss: 0.9850
Epoch [   69/  100] | d_loss: 1.2231 | g_loss: 1.4256
Epoch [   70/  100] | d_loss: 1.1618 | g_loss: 1.0419
Epoch [   71/  100] | d_loss: 1.2499 | g_loss: 1.6017
Epoch [   72/  100] | d_loss: 1.2749 | g_loss: 0.6695
Epoch [   73/  100] | d_loss: 1.1162 | g_loss: 1.1092
Epoch [   74/  100] | d_loss: 1.2843 | g_loss: 1.5138
Epoch [   75/  100] | d_loss: 1.0373 | g_loss: 1.1373
Epoch [   76/  100] | d_loss: 1.2570 | g_loss: 1.3574
Epoch [   77/  100] | d_loss: 1.1888 | g_loss: 1.1230
Epoch [   78/  100] | d_loss: 1.3285 | g_loss: 0.7588
Epoch [   79/  100] | d_loss: 1.0672 | g_loss: 1.1531
Epoch [   80/  100] | d_loss: 1.2464 | g_loss: 1.2927
Epoch [   81/  100] | d_loss: 1.1336 | g_loss: 1.1331
Epoch [   82/  100] | d_loss: 1.2120 | g_loss: 1.0153
Epoch [   83/  100] | d_loss: 1.1595 | g_loss: 1.1789
Epoch [   84/  100] | d_loss: 1.2359 | g_loss: 0.9004
Epoch [   85/  100] | d_loss: 1.3245 | g_loss: 0.6630
Epoch [   86/  100] | d_loss: 1.1893 | g_loss: 1.0941
Epoch [   87/  100] | d_loss: 1.2376 | g_loss: 1.5763
Epoch [   88/  100] | d_loss: 1.1624 | g_loss: 0.9816
Epoch [   89/  100] | d_loss: 1.1927 | g_loss: 1.2587
Epoch [   90/  100] | d_loss: 1.1704 | g_loss: 1.0654
Epoch [   91/  100] | d_loss: 1.2205 | g_loss: 0.9616
Epoch [   92/  100] | d_loss: 1.2913 | g_loss: 0.9891
Epoch [   93/  100] | d_loss: 1.2392 | g_loss: 1.4501
Epoch [   94/  100] | d_loss: 1.2244 | g_loss: 0.9371
Epoch [   95/  100] | d_loss: 1.2000 | g_loss: 0.9742
Epoch [   96/  100] | d_loss: 1.2411 | g_loss: 1.0670
Epoch [   97/  100] | d_loss: 1.2509 | g_loss: 1.5194
Epoch [   98/  100] | d_loss: 1.1963 | g_loss: 1.0211
Epoch [   99/  100] | d_loss: 1.2272 | g_loss: 0.9414
Epoch [  100/  100] | d_loss: 1.1551 | g_loss: 1.5055

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f7e3b7484a8>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: We noticed that some of the generated samples have a "ghostly" image in them. For the generator and the discriminator, the Adam optimizer with a learning rate of 0.0002 was used as suggested by the DCGAN paper. During this exercise, the generator loss decreased over time while the discriminator loss increased and stay at a value of around 1 for the remainder of the training. This result is expected because the generator tries to produce fake images that eventually beat the discriminator from recognizing whether the generated image is fake or real. For this exercise, increasing the batch_size, from 2000 to 10000, improves the realistic of the generated faces, as the data feature space during training is larger for the discriminator to determine whether the image is fake or not. However, increasing the batch_size also means the number of epochs must be increased for the training of the discriminator and the generator to produce fake "real" images from the latent vector Z. Back to our observation, increasing the number of epochs from 100 to 200 may eliminate some of the "ghost" images created by the generator.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.